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一种新型的噪声蛋白质-蛋白质相互作用数据接触频率指数有助于准确预测界面残基对。

A Novel Index of Contact Frequency from Noise Protein-Protein Interaction Data Help for Accurate Interface Residue Pair Prediction.

机构信息

Mathematical Intelligence Application Lab, Institute for Mathematical Sciences, School of Math, Renmin University of China, Beijing, 100872, China.

出版信息

Interdiscip Sci. 2020 Jun;12(2):204-216. doi: 10.1007/s12539-020-00364-w. Epub 2020 Mar 17.

Abstract

Protein-protein interactions are important for most biological processes and have been studied for decades. However, the detailed formation mechanism of protein-protein interaction interface is still ambiguous, which makes it difficult to accurately predict the protein-protein interaction interface residue pairs. Here, we extract the interface residue-residue contacts from the decoys in the ZDOCK protein-protein complex decoy set with RMSD mostly larger than 3 Å. To accurately compute the interface residue-residue contacts, we define a new constant called interface residue pairs frequency, which counts the atom contact numbers between two interface residues. We normalize interface residue pairs frequency to pick out the top residue-residue pairs from all the possible pairs preferential to be on correct protein-protein interaction interface. When tested on 37 protein dimers from the decoy set where most decoys are incorrect, our method successfully predicts 30 protein dimers with a success rate of up to 81.1%. Higher accuracy than some other state-of-the-art methods confirmed the performance of our method.

摘要

蛋白质-蛋白质相互作用对大多数生物过程都很重要,并且已经研究了几十年。然而,蛋白质-蛋白质相互作用界面的详细形成机制仍然不清楚,这使得准确预测蛋白质-蛋白质相互作用界面残基对变得困难。在这里,我们从 ZDOCK 蛋白质-蛋白质复合物诱饵集中 RMSD 大多大于 3Å 的诱饵中提取界面残基-残基接触。为了准确计算界面残基-残基接触,我们定义了一个新的常数,称为界面残基对频率,它计算两个界面残基之间的原子接触数。我们对界面残基对频率进行归一化,从所有可能的残基对中挑选出优先出现在正确蛋白质-蛋白质相互作用界面上的残基对。在对诱饵集中的 37 个蛋白质二聚体进行测试时,其中大多数诱饵都是不正确的,我们的方法成功地预测了 30 个蛋白质二聚体,成功率高达 81.1%。比其他一些最先进的方法更高的准确性证实了我们方法的性能。

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